Recipes for turning actor output into useful systems.
HarvestLab guides are plain-text, code-forward MDX articles that explain how to move public actor output into reporting, retrieval, and day-to-day automation. The examples favor compact JSON schemas, source citations, and operational steps teams can copy into production pipelines.
Use-cases and implementation guides
Search recipes by actor, vector database, reporting workflow, or orchestration tool. Each guide maps a HarvestLab feed into a concrete retrieval, reporting, or MCP deployment pattern.
Amazon Product Scraper for Price Monitoring
Build a simple Amazon price monitor from ASINs, prices, availability, seller data, ratings, review counts, and source URLs.
May 30, 2026 · 6 min read
Amazon Keyword Rank Tracker for Share of Shelf
Track where target ASINs rank for Amazon keywords and turn search-result rows into seller SEO and share-of-shelf reports.
Sep 1, 2026 · 7 min read
Amazon Price Tracker Watchlist Alerts
Monitor Amazon ASIN prices, availability, seller fields, and price changes without building a watchlist crawler from scratch.
Sep 1, 2026 · 6 min read
Amazon Best Sellers Scraper for Category Research
Use Amazon Best Sellers, New Releases, and Movers pages to track category rank, new products, and assortment changes.
Sep 1, 2026 · 6 min read
eBay Sold Listings Scraper for Price Research
Use active and sold eBay listings to estimate resale value, spot pricing gaps, and keep marketplace research grounded in real transactions.
May 30, 2026 · 6 min read
Website Contact Extractor for B2B Lead Enrichment
Turn company domains into CRM-ready contact rows with emails, phones, social profiles, source URLs, and practical QA fields.
May 30, 2026 · 6 min read
YouTube Transcript Scraper API Alternative
Collect public YouTube transcripts and metadata for search, summaries, citations, and RAG systems without managing the YouTube API.
May 30, 2026 · 7 min read
Indeed Job Scraper for Salary and Skills Monitoring
Turn Indeed job results into salary grids, hiring-trend dashboards, skills reports, and source-backed recruiting research.
Sep 1, 2026 · 7 min read
Google Maps Business Leads for Local Prospecting
Create local prospecting lists from European Google Maps searches with names, websites, phones, categories, addresses, and map URLs.
May 30, 2026 · 6 min read
Meta Ads Library Scraper for Competitor Research
Collect Facebook and Instagram ad creatives, spend ranges, impression ranges, countries, and active status for paid-social research.
Sep 1, 2026 · 6 min read
Bol.com Price Tracker for Benelux Monitoring
Track Bol.com NL and BE product prices, availability, sellers, delivery notes, ratings, and price-drop history.
Sep 1, 2026 · 6 min read
Product Hunt Launch Monitor for Startup Research
Use Product Hunt launches, makers, topics, comments, and upvote velocity to spot products worth watching.
Sep 1, 2026 · 6 min read
Reddit Sentiment to Pinecone and LangChain
A practical pattern for converting subreddit posts into compact sentiment documents with source URLs, then loading them into LangChain and Pinecone.
May 20, 2026 · 7 min read
Use HarvestLab Actors Through Apify MCP
Connect Claude, Cursor, ChatGPT-style clients, and custom tools to HarvestLab Apify actors with focused MCP URLs and practical prompts.
Sep 1, 2026 · 8 min read